{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from src import config"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "if config.dataset == 'val':\n",
    "    b_csv = config.pj_root + 'raw-data/B_train.csv'\n",
    "else:\n",
    "    b_csv = config.pj_root + 'raw-data/B_test.csv'\n",
    "\n",
    "data = pd.read_csv(b_csv, index_col='no')\n",
    "data = data.sort_index()\n",
    "data.fillna(-1, inplace=True)\n",
    "\n",
    "#把flag放到第一列\n",
    "if config.dataset == 'val':\n",
    "    flag = data.flag\n",
    "    data = data.drop('flag', axis=1)\n",
    "    data = pd.DataFrame(flag).join(data)\n",
    "\n",
    "data.to_csv(config.pj_root + ('data/%s.csv' % config.dataset))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "    </tr>\n",
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       "    <tr>\n",
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       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
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       "      <td>-1.0</td>\n",
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       "      <td>-1.0</td>\n",
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       "    <tr>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
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       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
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       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
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       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
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       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
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       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
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       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>0</td>\n",
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       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
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       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>0</td>\n",
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       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
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       "    <tr>\n",
       "      <th>70</th>\n",
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       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
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       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
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       "    <tr>\n",
       "      <th>80</th>\n",
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       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
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       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
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       "    <tr>\n",
       "      <th>94</th>\n",
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       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17341</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17351</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>336.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17355</th>\n",
       "      <td>1</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17360</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17366</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17367</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17372</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17373</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17375</th>\n",
       "      <td>1</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17379</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17382</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17389</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17390</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17398</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17402</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17406</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17408</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17410</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17411</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17413</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17421</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17423</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17425</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17431</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17434</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17437</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17442</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17451</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17453</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17460</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4000 rows × 490 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       flag  UserInfo_1  UserInfo_2  UserInfo_3  UserInfo_4  ProductInfo_1  \\\n",
       "no                                                                           \n",
       "1         0        -1.0         0.0         0.0         0.0            0.0   \n",
       "6         1        -1.0        -1.0        -1.0        -1.0           -1.0   \n",
       "12        0        -1.0        -1.0         0.0         0.0            0.0   \n",
       "13        0        -1.0        -1.0         0.0         0.0            0.0   \n",
       "14        0        -1.0        -1.0        -1.0        -1.0           -1.0   \n",
       "15        0        -1.0        -1.0         0.0         0.0            0.0   \n",
       "25        0        -1.0        -1.0        -1.0        -1.0           -1.0   \n",
       "41        0        -1.0        -1.0        -1.0        -1.0           -1.0   \n",
       "45        0        -1.0        -1.0        -1.0        -1.0           -1.0   \n",
       "46        0        -1.0        -1.0        -1.0        -1.0           -1.0   \n",
       "47        0        -1.0        -1.0        -1.0        -1.0           -1.0   \n",
       "51        0        -1.0        -1.0        -1.0        -1.0           -1.0   \n",
       "57        0        -1.0        -1.0        -1.0        -1.0           -1.0   \n",
       "66        0        -1.0        -1.0         0.0         0.0            0.0   \n",
       "70        0        -1.0        -1.0         0.0         0.0            0.0   \n",
       "73        0        -1.0        -1.0         0.0         0.0            0.0   \n",
       "80        0        -1.0        -1.0         0.0         0.0            0.0   \n",
       "88        0        -1.0        -1.0         0.0         0.0            0.0   \n",
       "94        0        -1.0        -1.0         0.0         0.0            0.0   \n",
       "102       0        -1.0        -1.0        -1.0        -1.0           -1.0   \n",
       "103       0        -1.0        -1.0        -1.0        -1.0           -1.0   \n",
       "110       0        -1.0        -1.0        -1.0        -1.0           -1.0   \n",
       "111       0        -1.0        -1.0        -1.0        -1.0           -1.0   \n",
       "118       0        -1.0        -1.0        -1.0        -1.0           -1.0   \n",
       "124       0        -1.0        -1.0         0.0         0.0            0.0   \n",
       "135       0        -1.0        -1.0        -1.0        -1.0           -1.0   \n",
       "152       0        -1.0        -1.0        -1.0        -1.0           -1.0   \n",
       "154       0        -1.0        -1.0        -1.0        -1.0           -1.0   \n",
       "155       0        -1.0        -1.0        -1.0        -1.0           -1.0   \n",
       "169       0        -1.0        -1.0        -1.0        -1.0           -1.0   \n",
       "...     ...         ...         ...         ...         ...            ...   \n",
       "17341     0        -1.0        -1.0        -1.0        -1.0           -1.0   \n",
       "17351     0        -1.0         0.0         0.0         0.0            0.0   \n",
       "17355     1        -1.0        -1.0        -1.0        -1.0           -1.0   \n",
       "17360     0        -1.0        -1.0        -1.0        -1.0           -1.0   \n",
       "17366     0        -1.0        -1.0        -1.0        -1.0           -1.0   \n",
       "17367     0        -1.0        -1.0        -1.0        -1.0           -1.0   \n",
       "17372     0        -1.0        -1.0         0.0         0.0            0.0   \n",
       "17373     0        -1.0        -1.0         0.0         0.0            0.0   \n",
       "17375     1        -1.0        -1.0         0.0         0.0            0.0   \n",
       "17379     0        -1.0        -1.0         0.0         0.0            0.0   \n",
       "17382     0        -1.0        -1.0         0.0         0.0            0.0   \n",
       "17389     0        -1.0        -1.0        -1.0        -1.0           -1.0   \n",
       "17390     0        -1.0        -1.0        -1.0        -1.0           -1.0   \n",
       "17398     0        -1.0        -1.0         0.0         0.0            0.0   \n",
       "17402     0        -1.0        -1.0         0.0         0.0            0.0   \n",
       "17406     0        -1.0        -1.0         0.0         0.0            0.0   \n",
       "17408     0        -1.0        -1.0        -1.0        -1.0           -1.0   \n",
       "17410     0        -1.0        -1.0         0.0         0.0            0.0   \n",
       "17411     0        -1.0        -1.0        -1.0        -1.0           -1.0   \n",
       "17413     0        -1.0        -1.0        -1.0        -1.0           -1.0   \n",
       "17421     0        -1.0        -1.0        -1.0        -1.0           -1.0   \n",
       "17423     0        -1.0        -1.0        -1.0        -1.0           -1.0   \n",
       "17425     0        -1.0        -1.0        -1.0        -1.0           -1.0   \n",
       "17431     0        -1.0        -1.0        -1.0        -1.0           -1.0   \n",
       "17434     0        -1.0        -1.0         0.0         0.0            0.0   \n",
       "17437     0        -1.0        -1.0        -1.0        -1.0           -1.0   \n",
       "17442     0        -1.0        -1.0        -1.0        -1.0           -1.0   \n",
       "17451     0        -1.0        -1.0         0.0         0.0            0.0   \n",
       "17453     0        -1.0        -1.0         0.0         0.0            0.0   \n",
       "17460     0        -1.0        -1.0        -1.0        -1.0           -1.0   \n",
       "\n",
       "       UserInfo_5  UserInfo_6  ProductInfo_2  UserInfo_7      ...       \\\n",
       "no                                                            ...        \n",
       "1            -1.0         0.0            0.0     46000.0      ...        \n",
       "6            -1.0        -1.0           -1.0        -1.0      ...        \n",
       "12           -1.0         0.0            0.0         0.0      ...        \n",
       "13           -1.0         0.0            0.0         0.0      ...        \n",
       "14           -1.0        -1.0           -1.0        -1.0      ...        \n",
       "15           -1.0         0.0            0.0         0.0      ...        \n",
       "25           -1.0        -1.0           -1.0        -1.0      ...        \n",
       "41           -1.0        -1.0           -1.0        -1.0      ...        \n",
       "45           -1.0        -1.0           -1.0        -1.0      ...        \n",
       "46           -1.0        -1.0           -1.0        -1.0      ...        \n",
       "47           -1.0        -1.0           -1.0        -1.0      ...        \n",
       "51           -1.0        -1.0           -1.0        -1.0      ...        \n",
       "57           -1.0        -1.0           -1.0        -1.0      ...        \n",
       "66           -1.0         0.0            0.0         0.0      ...        \n",
       "70           -1.0         0.0            0.0         0.0      ...        \n",
       "73           -1.0         0.0            0.0         0.0      ...        \n",
       "80           -1.0         0.0            0.0         0.0      ...        \n",
       "88           -1.0         0.0            0.0         0.0      ...        \n",
       "94           -1.0         0.0            0.0         0.0      ...        \n",
       "102          -1.0        -1.0           -1.0        -1.0      ...        \n",
       "103          -1.0        -1.0           -1.0        -1.0      ...        \n",
       "110          -1.0        -1.0           -1.0        -1.0      ...        \n",
       "111          -1.0        -1.0           -1.0        -1.0      ...        \n",
       "118          -1.0        -1.0           -1.0        -1.0      ...        \n",
       "124          -1.0         0.0            0.0         0.0      ...        \n",
       "135          -1.0        -1.0           -1.0        -1.0      ...        \n",
       "152          -1.0        -1.0           -1.0        -1.0      ...        \n",
       "154          -1.0        -1.0           -1.0        -1.0      ...        \n",
       "155          -1.0        -1.0           -1.0        -1.0      ...        \n",
       "169          -1.0        -1.0           -1.0        -1.0      ...        \n",
       "...           ...         ...            ...         ...      ...        \n",
       "17341        -1.0        -1.0           -1.0        -1.0      ...        \n",
       "17351       336.0         0.0            0.0         0.0      ...        \n",
       "17355        -1.0        -1.0           -1.0        -1.0      ...        \n",
       "17360        -1.0        -1.0           -1.0        -1.0      ...        \n",
       "17366        -1.0        -1.0           -1.0        -1.0      ...        \n",
       "17367        -1.0        -1.0           -1.0        -1.0      ...        \n",
       "17372        -1.0         0.0            0.0         0.0      ...        \n",
       "17373        -1.0         0.0            0.0         0.0      ...        \n",
       "17375        -1.0         0.0            0.0         0.0      ...        \n",
       "17379        -1.0         0.0            0.0         0.0      ...        \n",
       "17382        -1.0         0.0            0.0         0.0      ...        \n",
       "17389        -1.0        -1.0           -1.0        -1.0      ...        \n",
       "17390        -1.0        -1.0           -1.0        -1.0      ...        \n",
       "17398        -1.0         0.0            0.0         0.0      ...        \n",
       "17402        -1.0         0.0            0.0         0.0      ...        \n",
       "17406        -1.0         0.0            0.0         0.0      ...        \n",
       "17408        -1.0        -1.0           -1.0        -1.0      ...        \n",
       "17410        -1.0         0.0            0.0         0.0      ...        \n",
       "17411        -1.0        -1.0           -1.0        -1.0      ...        \n",
       "17413        -1.0        -1.0           -1.0        -1.0      ...        \n",
       "17421        -1.0        -1.0           -1.0        -1.0      ...        \n",
       "17423        -1.0        -1.0           -1.0        -1.0      ...        \n",
       "17425        -1.0        -1.0           -1.0        -1.0      ...        \n",
       "17431        -1.0        -1.0           -1.0        -1.0      ...        \n",
       "17434        -1.0         0.0            0.0         0.0      ...        \n",
       "17437        -1.0        -1.0           -1.0        -1.0      ...        \n",
       "17442        -1.0        -1.0           -1.0        -1.0      ...        \n",
       "17451        -1.0         0.0            0.0         0.0      ...        \n",
       "17453        -1.0         0.0            0.0         0.0      ...        \n",
       "17460        -1.0        -1.0           -1.0        -1.0      ...        \n",
       "\n",
       "       UserInfo_264  UserInfo_265  ProductInfo_214  UserInfo_266  \\\n",
       "no                                                                 \n",
       "1               0.0           3.0              0.0           0.0   \n",
       "6              -1.0          -1.0             -1.0          -1.0   \n",
       "12              0.0           1.0              0.0           0.0   \n",
       "13              0.0           3.0              0.0           0.0   \n",
       "14             -1.0          -1.0             -1.0          -1.0   \n",
       "15              0.0           4.0              0.0           0.0   \n",
       "25             -1.0          -1.0             -1.0          -1.0   \n",
       "41             -1.0          -1.0             -1.0          -1.0   \n",
       "45             -1.0          -1.0             -1.0          -1.0   \n",
       "46             -1.0          -1.0             -1.0          -1.0   \n",
       "47             -1.0          -1.0             -1.0          -1.0   \n",
       "51             -1.0          -1.0             -1.0          -1.0   \n",
       "57             -1.0          -1.0             -1.0          -1.0   \n",
       "66              0.0           1.0              0.0           0.0   \n",
       "70              0.0           4.0              0.0           0.0   \n",
       "73              0.0           1.0              0.0           0.0   \n",
       "80              0.0           1.0              0.0           0.0   \n",
       "88              0.0           1.0              0.0           0.0   \n",
       "94              0.0           1.0              0.0           0.0   \n",
       "102            -1.0          -1.0             -1.0          -1.0   \n",
       "103            -1.0          -1.0             -1.0          -1.0   \n",
       "110            -1.0          -1.0             -1.0          -1.0   \n",
       "111            -1.0          -1.0             -1.0          -1.0   \n",
       "118            -1.0          -1.0             -1.0          -1.0   \n",
       "124             0.0           1.0              0.0           0.0   \n",
       "135            -1.0          -1.0             -1.0          -1.0   \n",
       "152            -1.0          -1.0             -1.0          -1.0   \n",
       "154            -1.0          -1.0             -1.0          -1.0   \n",
       "155            -1.0          -1.0             -1.0          -1.0   \n",
       "169            -1.0          -1.0             -1.0          -1.0   \n",
       "...             ...           ...              ...           ...   \n",
       "17341          -1.0          -1.0             -1.0          -1.0   \n",
       "17351           0.0           7.0              0.0           0.0   \n",
       "17355          -1.0          -1.0             -1.0          -1.0   \n",
       "17360          -1.0          -1.0             -1.0          -1.0   \n",
       "17366          -1.0          -1.0             -1.0          -1.0   \n",
       "17367          -1.0          -1.0             -1.0          -1.0   \n",
       "17372           0.0           1.0              0.0           0.0   \n",
       "17373           0.0           2.0              0.0           0.0   \n",
       "17375           0.0           2.0              0.0           0.0   \n",
       "17379           0.0           3.0              0.0           0.0   \n",
       "17382           0.0           2.0              0.0           0.0   \n",
       "17389          -1.0          -1.0             -1.0          -1.0   \n",
       "17390          -1.0          -1.0             -1.0          -1.0   \n",
       "17398           0.0           6.0              0.0           0.0   \n",
       "17402           0.0           4.0              0.0           0.0   \n",
       "17406           0.0           1.0              0.0           0.0   \n",
       "17408          -1.0          -1.0             -1.0          -1.0   \n",
       "17410           0.0           2.0              0.0           0.0   \n",
       "17411          -1.0          -1.0             -1.0          -1.0   \n",
       "17413          -1.0          -1.0             -1.0          -1.0   \n",
       "17421          -1.0          -1.0             -1.0          -1.0   \n",
       "17423          -1.0          -1.0             -1.0          -1.0   \n",
       "17425          -1.0          -1.0             -1.0          -1.0   \n",
       "17431          -1.0          -1.0             -1.0          -1.0   \n",
       "17434           0.0           3.0              0.0           0.0   \n",
       "17437          -1.0          -1.0             -1.0          -1.0   \n",
       "17442          -1.0          -1.0             -1.0          -1.0   \n",
       "17451           0.0           2.0              0.0           0.0   \n",
       "17453           0.0           2.0              0.0           0.0   \n",
       "17460          -1.0          -1.0             -1.0          -1.0   \n",
       "\n",
       "       UserInfo_267  ProductInfo_215  ProductInfo_216  UserInfo_268  \\\n",
       "no                                                                    \n",
       "1              -1.0              0.0             -1.0           0.0   \n",
       "6              -1.0             -1.0             -1.0          -1.0   \n",
       "12             -1.0              0.0             -1.0           0.0   \n",
       "13             -1.0              0.0             -1.0           0.0   \n",
       "14             -1.0             -1.0             -1.0          -1.0   \n",
       "15             -1.0              0.0             -1.0           0.0   \n",
       "25             -1.0             -1.0             -1.0          -1.0   \n",
       "41             -1.0             -1.0             -1.0          -1.0   \n",
       "45             -1.0             -1.0             -1.0          -1.0   \n",
       "46             -1.0             -1.0             -1.0          -1.0   \n",
       "47             -1.0             -1.0             -1.0          -1.0   \n",
       "51             -1.0             -1.0             -1.0          -1.0   \n",
       "57             -1.0             -1.0             -1.0          -1.0   \n",
       "66             -1.0              0.0             -1.0          -1.0   \n",
       "70             -1.0              0.0             -1.0          -1.0   \n",
       "73             -1.0              0.0             -1.0          -1.0   \n",
       "80             -1.0              0.0             -1.0          -1.0   \n",
       "88             -1.0              0.0             -1.0          -1.0   \n",
       "94             -1.0              0.0             -1.0          -1.0   \n",
       "102            -1.0             -1.0             -1.0          -1.0   \n",
       "103            -1.0             -1.0             -1.0          -1.0   \n",
       "110            -1.0             -1.0             -1.0          -1.0   \n",
       "111            -1.0             -1.0             -1.0          -1.0   \n",
       "118            -1.0             -1.0             -1.0          -1.0   \n",
       "124            -1.0              0.0             -1.0          -1.0   \n",
       "135            -1.0             -1.0             -1.0          -1.0   \n",
       "152            -1.0             -1.0             -1.0          -1.0   \n",
       "154            -1.0             -1.0             -1.0          -1.0   \n",
       "155            -1.0             -1.0             -1.0          -1.0   \n",
       "169            -1.0             -1.0             -1.0          -1.0   \n",
       "...             ...              ...              ...           ...   \n",
       "17341          -1.0             -1.0             -1.0          -1.0   \n",
       "17351          -1.0              0.0              0.0           0.0   \n",
       "17355          -1.0             -1.0             -1.0          -1.0   \n",
       "17360          -1.0             -1.0             -1.0          -1.0   \n",
       "17366          -1.0             -1.0             -1.0          -1.0   \n",
       "17367          -1.0             -1.0             -1.0          -1.0   \n",
       "17372          -1.0              0.0             -1.0          -1.0   \n",
       "17373          -1.0              0.0             -1.0          -1.0   \n",
       "17375          -1.0              0.0             -1.0          -1.0   \n",
       "17379          -1.0              0.0             -1.0           0.0   \n",
       "17382          -1.0              0.0             -1.0           0.0   \n",
       "17389          -1.0             -1.0             -1.0          -1.0   \n",
       "17390          -1.0             -1.0             -1.0          -1.0   \n",
       "17398          -1.0              0.0             -1.0          -1.0   \n",
       "17402          -1.0              0.0             -1.0          -1.0   \n",
       "17406          -1.0              0.0             -1.0          -1.0   \n",
       "17408          -1.0             -1.0             -1.0          -1.0   \n",
       "17410          -1.0              0.0             -1.0          -1.0   \n",
       "17411          -1.0             -1.0             -1.0          -1.0   \n",
       "17413          -1.0             -1.0             -1.0          -1.0   \n",
       "17421          -1.0             -1.0             -1.0          -1.0   \n",
       "17423          -1.0             -1.0             -1.0          -1.0   \n",
       "17425          -1.0             -1.0             -1.0          -1.0   \n",
       "17431          -1.0             -1.0             -1.0          -1.0   \n",
       "17434          -1.0              0.0             -1.0           0.0   \n",
       "17437          -1.0             -1.0             -1.0          -1.0   \n",
       "17442          -1.0             -1.0             -1.0          -1.0   \n",
       "17451          -1.0              0.0             -1.0           0.0   \n",
       "17453          -1.0              0.0             -1.0           0.0   \n",
       "17460          -1.0             -1.0             -1.0          -1.0   \n",
       "\n",
       "       UserInfo_269  UserInfo_270  \n",
       "no                                 \n",
       "1               0.0          -1.0  \n",
       "6              -1.0          -1.0  \n",
       "12              0.0          -1.0  \n",
       "13              0.0          -1.0  \n",
       "14             -1.0          -1.0  \n",
       "15              0.0          -1.0  \n",
       "25             -1.0          -1.0  \n",
       "41             -1.0          -1.0  \n",
       "45             -1.0          -1.0  \n",
       "46             -1.0          -1.0  \n",
       "47             -1.0          -1.0  \n",
       "51             -1.0          -1.0  \n",
       "57             -1.0          -1.0  \n",
       "66              0.0          -1.0  \n",
       "70              0.0          -1.0  \n",
       "73              0.0          -1.0  \n",
       "80              0.0          -1.0  \n",
       "88              0.0          -1.0  \n",
       "94              0.0          -1.0  \n",
       "102            -1.0          -1.0  \n",
       "103            -1.0          -1.0  \n",
       "110            -1.0          -1.0  \n",
       "111            -1.0          -1.0  \n",
       "118            -1.0          -1.0  \n",
       "124             0.0          -1.0  \n",
       "135            -1.0          -1.0  \n",
       "152            -1.0          -1.0  \n",
       "154            -1.0          -1.0  \n",
       "155            -1.0          -1.0  \n",
       "169            -1.0          -1.0  \n",
       "...             ...           ...  \n",
       "17341          -1.0          -1.0  \n",
       "17351           0.0          -1.0  \n",
       "17355          -1.0          -1.0  \n",
       "17360          -1.0          -1.0  \n",
       "17366          -1.0          -1.0  \n",
       "17367          -1.0          -1.0  \n",
       "17372           0.0          -1.0  \n",
       "17373           0.0          -1.0  \n",
       "17375           0.0          -1.0  \n",
       "17379           0.0          -1.0  \n",
       "17382           0.0          -1.0  \n",
       "17389          -1.0          -1.0  \n",
       "17390          -1.0          -1.0  \n",
       "17398           0.0          -1.0  \n",
       "17402           0.0          -1.0  \n",
       "17406           0.0          -1.0  \n",
       "17408          -1.0          -1.0  \n",
       "17410           0.0          -1.0  \n",
       "17411          -1.0          -1.0  \n",
       "17413          -1.0          -1.0  \n",
       "17421          -1.0          -1.0  \n",
       "17423          -1.0          -1.0  \n",
       "17425          -1.0          -1.0  \n",
       "17431          -1.0          -1.0  \n",
       "17434           0.0          -1.0  \n",
       "17437          -1.0          -1.0  \n",
       "17442          -1.0          -1.0  \n",
       "17451           0.0          -1.0  \n",
       "17453           0.0          -1.0  \n",
       "17460          -1.0          -1.0  \n",
       "\n",
       "[4000 rows x 490 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [conda root]",
   "language": "python",
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